Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 52704 |
| Missing cells | 8205 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 112.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 13 |
Power (kW) is highly overall correlated with Rear bearing temperature (°C) and 6 other fields | High correlation |
Wind direction (°) is highly overall correlated with Nacelle position (°) | High correlation |
Nacelle position (°) is highly overall correlated with Wind direction (°) | High correlation |
blade_angle is highly overall correlated with Rear bearing temperature (°C) | High correlation |
Rear bearing temperature (°C) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Rotor speed (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Generator RPM (RPM) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Front bearing temperature (°C) is highly overall correlated with Power (kW) and 6 other fields | High correlation |
Tower Acceleration X (mm/ss) is highly overall correlated with Power (kW) and 4 other fields | High correlation |
Wind speed (m/s) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
Tower Acceleration y (mm/ss) is highly overall correlated with Power (kW) and 5 other fields | High correlation |
blade_angle has 748 (1.4%) missing values | Missing |
Rear bearing temperature (°C) has 748 (1.4%) missing values | Missing |
Nacelle ambient temperature (°C) has 748 (1.4%) missing values | Missing |
Front bearing temperature (°C) has 748 (1.4%) missing values | Missing |
Tower Acceleration X (mm/ss) has 749 (1.4%) missing values | Missing |
Tower Acceleration y (mm/ss) has 749 (1.4%) missing values | Missing |
Metal particle count counter has 749 (1.4%) missing values | Missing |
# Date and time has unique values | Unique |
blade_angle has 17809 (33.8%) zeros | Zeros |
Rotor speed (RPM) has 2032 (3.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-07-08 11:58:34.887003 |
|---|---|
| Analysis finished | 2023-07-08 11:58:53.199847 |
| Duration | 18.31 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
# Date and time
Date
| Distinct | 52704 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 411.9 KiB |
| Minimum | 2020-01-01 00:00:00 |
|---|---|
| Maximum | 2020-12-31 23:50:00 |
Power (kW)
Real number (ℝ)
| Distinct | 52156 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 495 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 657.28454 |
| Minimum | -14.172914 |
|---|---|
| Maximum | 2079.8706 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 6715 |
| Negative (%) | 12.7% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | -14.172914 |
|---|---|
| 5-th percentile | -2.6626985 |
| Q1 | 113.04459 |
| median | 407.91578 |
| Q3 | 1065.0568 |
| 95-th percentile | 2019.0777 |
| Maximum | 2079.8706 |
| Range | 2094.0435 |
| Interquartile range (IQR) | 952.01219 |
Descriptive statistics
| Standard deviation | 661.98608 |
|---|---|
| Coefficient of variation (CV) | 1.007153 |
| Kurtosis | -0.52628313 |
| Mean | 657.28454 |
| Median Absolute Deviation (MAD) | 370.8122 |
| Skewness | 0.89578917 |
| Sum | 34316168 |
| Variance | 438225.56 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -2.180000067 | 3 | < 0.1% |
| 0 | 3 | < 0.1% |
| -0.8215900272 | 2 | < 0.1% |
| -3.019999981 | 2 | < 0.1% |
| -0.8491073972 | 2 | < 0.1% |
| -1.636244541 | 2 | < 0.1% |
| -1.383899027 | 2 | < 0.1% |
| -1.195040032 | 2 | < 0.1% |
| -1.807498032 | 2 | < 0.1% |
| -1.314010534 | 2 | < 0.1% |
| Other values (52146) | 52187 | |
| (Missing) | 495 | 0.9% |
| Value | Count | Frequency (%) |
| -14.17291357 | 1 | |
| -14.10135505 | 1 | |
| -13.54592905 | 1 | |
| -13.39493456 | 1 | |
| -13.32203399 | 1 | |
| -13.28043208 | 1 | |
| -13.18747443 | 1 | |
| -13.02889207 | 1 | |
| -13.01834704 | 1 | |
| -12.52681661 | 1 |
| Value | Count | Frequency (%) |
| 2079.870593 | 1 | |
| 2076.975914 | 1 | |
| 2076.478369 | 1 | |
| 2076.423468 | 1 | |
| 2076.341827 | 1 | |
| 2075.217114 | 1 | |
| 2075.193622 | 1 | |
| 2074.198071 | 1 | |
| 2074.033447 | 1 | |
| 2073.855566 | 1 |
Wind direction (°)
Real number (ℝ)
| Distinct | 52210 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 494 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 199.0089 |
| Minimum | 0.021386067 |
|---|---|
| Maximum | 359.98372 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0.021386067 |
|---|---|
| 5-th percentile | 30.193634 |
| Q1 | 145.29004 |
| median | 220.72748 |
| Q3 | 262.01798 |
| 95-th percentile | 326.96947 |
| Maximum | 359.98372 |
| Range | 359.96234 |
| Interquartile range (IQR) | 116.72793 |
Descriptive statistics
| Standard deviation | 91.493962 |
|---|---|
| Coefficient of variation (CV) | 0.4597481 |
| Kurtosis | -0.64927738 |
| Mean | 199.0089 |
| Median Absolute Deviation (MAD) | 48.58127 |
| Skewness | -0.56738345 |
| Sum | 10390254 |
| Variance | 8371.1451 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 179.5196263 | 1 | < 0.1% |
| 178.8793547 | 1 | < 0.1% |
| 176.4490078 | 1 | < 0.1% |
| 177.1054822 | 1 | < 0.1% |
| 187.9436167 | 1 | < 0.1% |
| 182.0154968 | 1 | < 0.1% |
| 176.9800539 | 1 | < 0.1% |
| 168.0959476 | 1 | < 0.1% |
| 168.9335407 | 1 | < 0.1% |
| 172.154464 | 1 | < 0.1% |
| Other values (52200) | 52200 | |
| (Missing) | 494 | 0.9% |
| Value | Count | Frequency (%) |
| 0.02138606697 | 1 | |
| 0.02279681144 | 1 | |
| 0.03558196345 | 1 | |
| 0.04241570585 | 1 | |
| 0.06772473222 | 1 | |
| 0.1008395459 | 1 | |
| 0.1026826659 | 1 | |
| 0.1083003876 | 1 | |
| 0.1102384044 | 1 | |
| 0.1132206686 | 1 |
| Value | Count | Frequency (%) |
| 359.9837222 | 1 | |
| 359.9742812 | 1 | |
| 359.9688544 | 1 | |
| 359.9576409 | 1 | |
| 359.9525294 | 1 | |
| 359.9340244 | 1 | |
| 359.9321337 | 1 | |
| 359.9201797 | 1 | |
| 359.8816266 | 1 | |
| 359.861649 | 1 |
Nacelle position (°)
Real number (ℝ)
| Distinct | 13983 |
|---|---|
| Distinct (%) | 26.8% |
| Missing | 494 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 198.98439 |
| Minimum | 0.03444581 |
|---|---|
| Maximum | 359.76303 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0.03444581 |
|---|---|
| 5-th percentile | 29.545336 |
| Q1 | 147.19086 |
| median | 220.7272 |
| Q3 | 263.53339 |
| 95-th percentile | 326.09412 |
| Maximum | 359.76303 |
| Range | 359.72859 |
| Interquartile range (IQR) | 116.34253 |
Descriptive statistics
| Standard deviation | 91.897153 |
|---|---|
| Coefficient of variation (CV) | 0.46183097 |
| Kurtosis | -0.65358387 |
| Mean | 198.98439 |
| Median Absolute Deviation (MAD) | 49.391571 |
| Skewness | -0.57197521 |
| Sum | 10388975 |
| Variance | 8445.0867 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 203.1661682 | 607 | 1.2% |
| 147.1908569 | 155 | 0.3% |
| 215.2405396 | 150 | 0.3% |
| 216.3381042 | 146 | 0.3% |
| 252.5577393 | 143 | 0.3% |
| 258.0455627 | 143 | 0.3% |
| 259.1425781 | 129 | 0.2% |
| 189.9958801 | 123 | 0.2% |
| 227.3137512 | 120 | 0.2% |
| 48.41065598 | 118 | 0.2% |
| Other values (13973) | 50376 | |
| (Missing) | 494 | 0.9% |
| Value | Count | Frequency (%) |
| 0.03444581008 | 1 | < 0.1% |
| 0.04504445738 | 1 | < 0.1% |
| 0.1179816723 | 14 | < 0.1% |
| 0.1184692383 | 9 | < 0.1% |
| 0.1185302734 | 15 | < 0.1% |
| 0.1185405329 | 15 | < 0.1% |
| 0.1185607985 | 59 | |
| 0.1186218262 | 1 | < 0.1% |
| 0.1190795973 | 2 | < 0.1% |
| 0.1827026913 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 359.7630313 | 1 | |
| 359.6601242 | 1 | |
| 359.483398 | 1 | |
| 359.4308563 | 1 | |
| 359.4109822 | 1 | |
| 359.3435693 | 1 | |
| 359.3139604 | 1 | |
| 359.283881 | 1 | |
| 359.083013 | 1 | |
| 359.0341896 | 1 |
blade_angle
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 21085 |
|---|---|
| Distinct (%) | 40.6% |
| Missing | 748 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.2974115 |
| Minimum | 0 |
|---|---|
| Maximum | 94.704396 |
| Zeros | 17809 |
| Zeros (%) | 33.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.2485 |
| Q3 | 2.2458264 |
| 95-th percentile | 44.996667 |
| Maximum | 94.704396 |
| Range | 94.704396 |
| Interquartile range (IQR) | 2.2458264 |
Descriptive statistics
| Standard deviation | 20.051991 |
|---|---|
| Coefficient of variation (CV) | 2.4166562 |
| Kurtosis | 7.7957988 |
| Mean | 8.2974115 |
| Median Absolute Deviation (MAD) | 0.2485 |
| Skewness | 2.8856699 |
| Sum | 431100.31 |
| Variance | 402.08234 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17809 | |
| 44.99666723 | 3345 | 6.3% |
| 1.49666667 | 973 | 1.8% |
| 89.99666595 | 869 | 1.6% |
| 0.02483333349 | 586 | 1.1% |
| 77.06666692 | 472 | 0.9% |
| 92.40999858 | 387 | 0.7% |
| 0.04966666698 | 253 | 0.5% |
| 1.49666667 | 207 | 0.4% |
| 0.07450000048 | 143 | 0.3% |
| Other values (21075) | 26912 | |
| (Missing) | 748 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 17809 | |
| 0.0001666666622 | 12 | < 0.1% |
| 0.0001666666629 | 7 | < 0.1% |
| 0.0001754385926 | 4 | < 0.1% |
| 0.000196078427 | 1 | < 0.1% |
| 0.0003333333201 | 2 | < 0.1% |
| 0.0003333333244 | 5 | < 0.1% |
| 0.0003333333259 | 12 | < 0.1% |
| 0.0003508771836 | 1 | < 0.1% |
| 0.0003508771851 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 94.70439608 | 1 | < 0.1% |
| 92.53666687 | 1 | < 0.1% |
| 92.53333282 | 1 | < 0.1% |
| 92.52333323 | 1 | < 0.1% |
| 92.52333323 | 4 | < 0.1% |
| 92.51999664 | 1 | < 0.1% |
| 92.51666768 | 1 | < 0.1% |
| 92.51666514 | 1 | < 0.1% |
| 92.49666595 | 71 | |
| 92.46333313 | 15 | < 0.1% |
Rear bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 39119 |
|---|---|
| Distinct (%) | 75.3% |
| Missing | 748 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.00369 |
| Minimum | 9.5142858 |
|---|---|
| Maximum | 75.907501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 9.5142858 |
|---|---|
| 5-th percentile | 36.2575 |
| Q1 | 63.2775 |
| median | 67.079583 |
| Q3 | 68.98 |
| 95-th percentile | 71.1775 |
| Maximum | 75.907501 |
| Range | 66.393215 |
| Interquartile range (IQR) | 5.7025 |
Descriptive statistics
| Standard deviation | 11.682941 |
|---|---|
| Coefficient of variation (CV) | 0.18543265 |
| Kurtosis | 7.4224986 |
| Mean | 63.00369 |
| Median Absolute Deviation (MAD) | 2.3704175 |
| Skewness | -2.7099172 |
| Sum | 3273419.7 |
| Variance | 136.49112 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.60000038 | 12 | < 0.1% |
| 14.30000019 | 11 | < 0.1% |
| 13.80000019 | 11 | < 0.1% |
| 67.38750038 | 11 | < 0.1% |
| 14.89999962 | 10 | < 0.1% |
| 69.01999969 | 10 | < 0.1% |
| 14.39999962 | 9 | < 0.1% |
| 69.51500015 | 9 | < 0.1% |
| 68.14749985 | 9 | < 0.1% |
| 68.98000031 | 9 | < 0.1% |
| Other values (39109) | 51855 | |
| (Missing) | 748 | 1.4% |
| Value | Count | Frequency (%) |
| 9.514285769 | 1 | |
| 9.571052903 | 1 | |
| 9.582500267 | 1 | |
| 9.597500229 | 1 | |
| 9.600000381 | 1 | |
| 9.6625 | 1 | |
| 9.674999952 | 1 | |
| 9.67750001 | 1 | |
| 9.680000114 | 1 | |
| 9.682499886 | 1 |
| Value | Count | Frequency (%) |
| 75.90750084 | 1 | |
| 74.94500084 | 1 | |
| 74.88750076 | 1 | |
| 74.88250046 | 1 | |
| 74.81842202 | 1 | |
| 74.75499878 | 1 | |
| 74.66749916 | 1 | |
| 74.65499649 | 1 | |
| 74.62352663 | 1 | |
| 74.61749725 | 1 |
Rotor speed (RPM)
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 49951 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 495 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.503876 |
| Minimum | 0 |
|---|---|
| Maximum | 15.328223 |
| Zeros | 2032 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.091564157 |
| Q1 | 9.1369585 |
| median | 10.875419 |
| Q3 | 14.284541 |
| 95-th percentile | 15.164553 |
| Maximum | 15.328223 |
| Range | 15.328223 |
| Interquartile range (IQR) | 5.1475823 |
Descriptive statistics
| Standard deviation | 4.376995 |
|---|---|
| Coefficient of variation (CV) | 0.41670283 |
| Kurtosis | 0.63462936 |
| Mean | 10.503876 |
| Median Absolute Deviation (MAD) | 1.9284406 |
| Skewness | -1.1448379 |
| Sum | 548396.88 |
| Variance | 19.158085 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2032 | 3.9% |
| 0.01050000242 | 27 | 0.1% |
| 0.0110000018 | 24 | < 0.1% |
| 0.01200000197 | 17 | < 0.1% |
| 0.01150000188 | 16 | < 0.1% |
| 8.989999771 | 11 | < 0.1% |
| 0.01450000238 | 8 | < 0.1% |
| 0.01500000246 | 7 | < 0.1% |
| 0.01300000213 | 7 | < 0.1% |
| 0.01250000205 | 7 | < 0.1% |
| Other values (49941) | 50053 | |
| (Missing) | 495 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 2032 | |
| 0.0004370000825 | 1 | < 0.1% |
| 0.002155263577 | 1 | < 0.1% |
| 0.002725000551 | 1 | < 0.1% |
| 0.005596501403 | 1 | < 0.1% |
| 0.005808000569 | 1 | < 0.1% |
| 0.006096001016 | 1 | < 0.1% |
| 0.006499501644 | 1 | < 0.1% |
| 0.007695002016 | 1 | < 0.1% |
| 0.008179502562 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15.32822268 | 1 | |
| 15.32820618 | 1 | |
| 15.31717166 | 1 | |
| 15.31660791 | 1 | |
| 15.31467714 | 1 | |
| 15.31283735 | 1 | |
| 15.3102567 | 1 | |
| 15.29959698 | 1 | |
| 15.29783969 | 1 | |
| 15.29519708 | 1 |
Generator RPM (RPM)
Real number (ℝ)
| Distinct | 52204 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 494 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1246.1689 |
| Minimum | -83.908291 |
|---|---|
| Maximum | 1816.8041 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 682 |
| Negative (%) | 1.3% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | -83.908291 |
|---|---|
| 5-th percentile | 15.396014 |
| Q1 | 1085.3517 |
| median | 1290.6874 |
| Q3 | 1693.3453 |
| 95-th percentile | 1797.1805 |
| Maximum | 1816.8041 |
| Range | 1900.7124 |
| Interquartile range (IQR) | 607.99353 |
Descriptive statistics
| Standard deviation | 518.28359 |
|---|---|
| Coefficient of variation (CV) | 0.41590157 |
| Kurtosis | 0.64350213 |
| Mean | 1246.1689 |
| Median Absolute Deviation (MAD) | 228.34462 |
| Skewness | -1.1495619 |
| Sum | 65062478 |
| Variance | 268617.88 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1066.942921 | 2 | < 0.1% |
| 1798.769571 | 2 | < 0.1% |
| 1798.054487 | 2 | < 0.1% |
| 1119.849976 | 2 | < 0.1% |
| 0 | 2 | < 0.1% |
| 1068.792807 | 2 | < 0.1% |
| 49.41934061 | 1 | < 0.1% |
| 75.90480244 | 1 | < 0.1% |
| 58.44703281 | 1 | < 0.1% |
| 52.05682589 | 1 | < 0.1% |
| Other values (52194) | 52194 | |
| (Missing) | 494 | 0.9% |
| Value | Count | Frequency (%) |
| -83.90829126 | 1 | |
| -82.43758472 | 1 | |
| -47.39717252 | 1 | |
| -27.63898623 | 1 | |
| -15.63226249 | 1 | |
| -1.07631214 | 1 | |
| -1.020058933 | 1 | |
| -0.7865775442 | 1 | |
| -0.7412748346 | 1 | |
| -0.7399777975 | 1 |
| Value | Count | Frequency (%) |
| 1816.804064 | 1 | |
| 1813.992651 | 1 | |
| 1813.496675 | 1 | |
| 1813.434071 | 1 | |
| 1813.313478 | 1 | |
| 1813.16098 | 1 | |
| 1812.821159 | 1 | |
| 1812.498035 | 1 | |
| 1812.426476 | 1 | |
| 1812.263477 | 1 |
Nacelle ambient temperature (°C)
Real number (ℝ)
| Distinct | 37927 |
|---|---|
| Distinct (%) | 73.0% |
| Missing | 748 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.351407 |
| Minimum | -2 |
|---|---|
| Maximum | 34.83158 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 222 |
| Negative (%) | 0.4% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | 3.4100001 |
| Q1 | 7.06 |
| median | 10.7 |
| Q3 | 15.11 |
| 95-th percentile | 21.4725 |
| Maximum | 34.83158 |
| Range | 36.83158 |
| Interquartile range (IQR) | 8.0500003 |
Descriptive statistics
| Standard deviation | 5.6164827 |
|---|---|
| Coefficient of variation (CV) | 0.49478296 |
| Kurtosis | 0.093125738 |
| Mean | 11.351407 |
| Median Absolute Deviation (MAD) | 3.9950002 |
| Skewness | 0.53587896 |
| Sum | 589773.7 |
| Variance | 31.544878 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.5 | 79 | 0.1% |
| 7.900000095 | 57 | 0.1% |
| 6 | 57 | 0.1% |
| 7.5 | 53 | 0.1% |
| 9.199999809 | 52 | 0.1% |
| 10.60000038 | 52 | 0.1% |
| 11 | 52 | 0.1% |
| 9.300000191 | 52 | 0.1% |
| 5.400000095 | 50 | 0.1% |
| 7 | 50 | 0.1% |
| Other values (37917) | 51402 | |
| (Missing) | 748 | 1.4% |
| Value | Count | Frequency (%) |
| -2 | 2 | |
| -1.997500002 | 1 | |
| -1.984999996 | 1 | |
| -1.94749999 | 1 | |
| -1.932499993 | 1 | |
| -1.931578937 | 1 | |
| -1.927499986 | 1 | |
| -1.910000002 | 1 | |
| -1.899999976 | 1 | |
| -1.8875 | 1 |
| Value | Count | Frequency (%) |
| 34.83157971 | 1 | |
| 34.79000053 | 1 | |
| 34.60882344 | 1 | |
| 34.55 | 1 | |
| 34.35833316 | 1 | |
| 34.33157891 | 1 | |
| 34.25789482 | 1 | |
| 34.18250027 | 1 | |
| 34.01250019 | 1 | |
| 33.97749977 | 1 |
Front bearing temperature (°C)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 39793 |
|---|---|
| Distinct (%) | 76.6% |
| Missing | 748 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.956223 |
| Minimum | 8.6700004 |
|---|---|
| Maximum | 82.957501 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 8.6700004 |
|---|---|
| 5-th percentile | 36.204999 |
| Q1 | 62.19 |
| median | 70.572501 |
| Q3 | 73.102499 |
| 95-th percentile | 74.491507 |
| Maximum | 82.957501 |
| Range | 74.287501 |
| Interquartile range (IQR) | 10.912499 |
Descriptive statistics
| Standard deviation | 13.138605 |
|---|---|
| Coefficient of variation (CV) | 0.20226861 |
| Kurtosis | 4.8834159 |
| Mean | 64.956223 |
| Median Absolute Deviation (MAD) | 3.2749985 |
| Skewness | -2.1910122 |
| Sum | 3374865.5 |
| Variance | 172.62294 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.699999809 | 40 | 0.1% |
| 9.5 | 24 | < 0.1% |
| 14.89999962 | 19 | < 0.1% |
| 10 | 19 | < 0.1% |
| 15 | 18 | < 0.1% |
| 12.19999981 | 18 | < 0.1% |
| 9.899999619 | 17 | < 0.1% |
| 19.39999962 | 17 | < 0.1% |
| 12.39999962 | 17 | < 0.1% |
| 13.19999981 | 16 | < 0.1% |
| Other values (39783) | 51751 | |
| (Missing) | 748 | 1.4% |
| Value | Count | Frequency (%) |
| 8.670000362 | 1 | < 0.1% |
| 8.800000191 | 3 | < 0.1% |
| 8.825000048 | 1 | < 0.1% |
| 8.847368341 | 1 | < 0.1% |
| 8.899999619 | 8 | |
| 8.937499809 | 1 | < 0.1% |
| 8.959999847 | 1 | < 0.1% |
| 8.972499895 | 1 | < 0.1% |
| 8.974999905 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 82.95750122 | 1 | |
| 82.77750053 | 1 | |
| 82.52000046 | 1 | |
| 82.51749992 | 1 | |
| 82.51249962 | 1 | |
| 82.49249878 | 1 | |
| 82.40294064 | 1 | |
| 82.38999977 | 1 | |
| 82.38750038 | 1 | |
| 82.38499985 | 1 |
Tower Acceleration X (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 51954 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 749 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.803204 |
| Minimum | 1.7709007 |
|---|---|
| Maximum | 265.51316 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 1.7709007 |
|---|---|
| 5-th percentile | 3.9189504 |
| Q1 | 43.508137 |
| median | 66.884819 |
| Q3 | 94.900044 |
| 95-th percentile | 133.86213 |
| Maximum | 265.51316 |
| Range | 263.74226 |
| Interquartile range (IQR) | 51.391908 |
Descriptive statistics
| Standard deviation | 38.571812 |
|---|---|
| Coefficient of variation (CV) | 0.5606107 |
| Kurtosis | -0.12096193 |
| Mean | 68.803204 |
| Median Absolute Deviation (MAD) | 25.57361 |
| Skewness | 0.27233045 |
| Sum | 3574670.4 |
| Variance | 1487.7847 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 71.84499855 | 2 | < 0.1% |
| 127.1745586 | 1 | < 0.1% |
| 3.305494991 | 1 | < 0.1% |
| 3.580032146 | 1 | < 0.1% |
| 3.343441038 | 1 | < 0.1% |
| 3.300311153 | 1 | < 0.1% |
| 3.450479253 | 1 | < 0.1% |
| 3.556364831 | 1 | < 0.1% |
| 2.87875776 | 1 | < 0.1% |
| 3.105379611 | 1 | < 0.1% |
| Other values (51944) | 51944 | |
| (Missing) | 749 | 1.4% |
| Value | Count | Frequency (%) |
| 1.77090069 | 1 | |
| 1.911994539 | 1 | |
| 1.926082623 | 1 | |
| 2.00851558 | 1 | |
| 2.01698377 | 1 | |
| 2.106955031 | 1 | |
| 2.150934587 | 1 | |
| 2.153377356 | 1 | |
| 2.187041503 | 1 | |
| 2.195515538 | 1 |
| Value | Count | Frequency (%) |
| 265.5131622 | 1 | |
| 265.3375739 | 1 | |
| 254.7307762 | 1 | |
| 254.1732841 | 1 | |
| 251.5921803 | 1 | |
| 245.9706512 | 1 | |
| 244.4527565 | 1 | |
| 239.2045002 | 1 | |
| 234.8130943 | 1 | |
| 234.1046853 | 1 |
Wind speed (m/s)
Real number (ℝ)
| Distinct | 52109 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 494 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.4319771 |
| Minimum | 0 |
|---|---|
| Maximum | 23.826238 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.3301928 |
| Q1 | 4.3258998 |
| median | 6.059735 |
| Q3 | 8.1474176 |
| 95-th percentile | 11.74317 |
| Maximum | 23.826238 |
| Range | 23.826238 |
| Interquartile range (IQR) | 3.8215178 |
Descriptive statistics
| Standard deviation | 2.934169 |
|---|---|
| Coefficient of variation (CV) | 0.45618462 |
| Kurtosis | 0.80143496 |
| Mean | 6.4319771 |
| Median Absolute Deviation (MAD) | 1.8817827 |
| Skewness | 0.75710206 |
| Sum | 335813.52 |
| Variance | 8.6093477 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.49000001 | 4 | < 0.1% |
| 5.25 | 3 | < 0.1% |
| 2.99000001 | 3 | < 0.1% |
| 6.760000229 | 3 | < 0.1% |
| 3.5 | 3 | < 0.1% |
| 2.24000001 | 3 | < 0.1% |
| 5.869999886 | 3 | < 0.1% |
| 5.868448448 | 2 | < 0.1% |
| 0 | 2 | < 0.1% |
| 5.992186069 | 2 | < 0.1% |
| Other values (52099) | 52182 | |
| (Missing) | 494 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.2628751922 | 1 | |
| 0.286559308 | 1 | |
| 0.2923619477 | 1 | |
| 0.3193876874 | 1 | |
| 0.3337126605 | 1 | |
| 0.3339189589 | 1 | |
| 0.3424342926 | 1 | |
| 0.3457502332 | 1 | |
| 0.3517501146 | 1 |
| Value | Count | Frequency (%) |
| 23.82623816 | 1 | |
| 22.48500443 | 1 | |
| 22.12963597 | 1 | |
| 22.07687092 | 1 | |
| 21.8805913 | 1 | |
| 21.77129595 | 1 | |
| 21.7010675 | 1 | |
| 21.50505323 | 1 | |
| 21.45147181 | 1 | |
| 21.2695509 | 1 |
Tower Acceleration y (mm/ss)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 51954 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 749 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.645383 |
| Minimum | 1.7720129 |
|---|---|
| Maximum | 192.91374 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 1.7720129 |
|---|---|
| 5-th percentile | 3.9693183 |
| Q1 | 18.890117 |
| median | 27.67738 |
| Q3 | 40.255089 |
| 95-th percentile | 62.83575 |
| Maximum | 192.91374 |
| Range | 191.14173 |
| Interquartile range (IQR) | 21.364973 |
Descriptive statistics
| Standard deviation | 18.294281 |
|---|---|
| Coefficient of variation (CV) | 0.59696697 |
| Kurtosis | 3.9707946 |
| Mean | 30.645383 |
| Median Absolute Deviation (MAD) | 10.366174 |
| Skewness | 1.2877005 |
| Sum | 1592180.9 |
| Variance | 334.68073 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33.52127767 | 2 | < 0.1% |
| 33.33640196 | 1 | < 0.1% |
| 3.709229225 | 1 | < 0.1% |
| 3.56091989 | 1 | < 0.1% |
| 3.669150335 | 1 | < 0.1% |
| 3.191006577 | 1 | < 0.1% |
| 2.986392926 | 1 | < 0.1% |
| 2.877111985 | 1 | < 0.1% |
| 3.591257938 | 1 | < 0.1% |
| 3.059641369 | 1 | < 0.1% |
| Other values (51944) | 51944 | |
| (Missing) | 749 | 1.4% |
| Value | Count | Frequency (%) |
| 1.772012924 | 1 | |
| 2.12947719 | 1 | |
| 2.137679932 | 1 | |
| 2.151422456 | 1 | |
| 2.163078964 | 1 | |
| 2.189886621 | 1 | |
| 2.195312755 | 1 | |
| 2.20169861 | 1 | |
| 2.20834198 | 1 | |
| 2.227021363 | 1 |
| Value | Count | Frequency (%) |
| 192.9137411 | 1 | |
| 190.1838524 | 1 | |
| 189.368927 | 1 | |
| 180.5313692 | 1 | |
| 179.6000168 | 1 | |
| 177.0303912 | 1 | |
| 171.992018 | 1 | |
| 171.0128996 | 1 | |
| 162.0119309 | 1 | |
| 161.3990871 | 1 |
Metal particle count counter
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 749 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 411.08913 |
| Minimum | 401 |
|---|---|
| Maximum | 427 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 411.9 KiB |
Quantile statistics
| Minimum | 401 |
|---|---|
| 5-th percentile | 401 |
| Q1 | 406 |
| median | 411 |
| Q3 | 416 |
| 95-th percentile | 426 |
| Maximum | 427 |
| Range | 26 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 7.3909443 |
|---|---|
| Coefficient of variation (CV) | 0.017978934 |
| Kurtosis | -0.53583515 |
| Mean | 411.08913 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.68536333 |
| Sum | 21358136 |
| Variance | 54.626058 |
| Monotonicity | Increasing |
| Value | Count | Frequency (%) |
| 406 | 12258 | |
| 411 | 8328 | |
| 416 | 4464 | 8.5% |
| 405 | 4072 | 7.7% |
| 401 | 3761 | 7.1% |
| 424 | 3591 | 6.8% |
| 415 | 3143 | 6.0% |
| 402 | 1905 | 3.6% |
| 426 | 1597 | 3.0% |
| 427 | 1519 | 2.9% |
| Other values (12) | 7317 |
| Value | Count | Frequency (%) |
| 401 | 3761 | 7.1% |
| 402 | 1905 | 3.6% |
| 403 | 449 | 0.9% |
| 404 | 719 | 1.4% |
| 405 | 4072 | 7.7% |
| 406 | 12258 | |
| 407 | 132 | 0.3% |
| 409 | 814 | 1.5% |
| 410 | 1450 | 2.8% |
| 411 | 8328 |
| Value | Count | Frequency (%) |
| 427 | 1519 | 2.9% |
| 426 | 1597 | 3.0% |
| 425 | 220 | 0.4% |
| 424 | 3591 | |
| 423 | 1086 | 2.1% |
| 418 | 1266 | 2.4% |
| 417 | 8 | < 0.1% |
| 416 | 4464 | |
| 415 | 3143 | |
| 414 | 169 | 0.3% |
| Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Power (kW) | 1.000 | 0.028 | 0.024 | -0.303 | 0.636 | 0.987 | 0.987 | -0.177 | 0.929 | 0.605 | 0.903 | 0.779 | -0.160 |
| Wind direction (°) | 0.028 | 1.000 | 0.919 | 0.006 | 0.007 | 0.029 | 0.029 | -0.097 | 0.023 | 0.083 | 0.032 | 0.076 | 0.038 |
| Nacelle position (°) | 0.024 | 0.919 | 1.000 | 0.008 | -0.001 | 0.024 | 0.025 | -0.100 | 0.018 | 0.080 | 0.031 | 0.070 | 0.037 |
| blade_angle | -0.303 | 0.006 | 0.008 | 1.000 | -0.545 | -0.299 | -0.300 | 0.101 | -0.367 | -0.175 | -0.170 | -0.084 | -0.008 |
| Rear bearing temperature (°C) | 0.636 | 0.007 | -0.001 | -0.545 | 1.000 | 0.632 | 0.628 | 0.131 | 0.759 | 0.439 | 0.521 | 0.441 | -0.028 |
| Rotor speed (RPM) | 0.987 | 0.029 | 0.024 | -0.299 | 0.632 | 1.000 | 0.999 | -0.172 | 0.928 | 0.629 | 0.882 | 0.786 | -0.157 |
| Generator RPM (RPM) | 0.987 | 0.029 | 0.025 | -0.300 | 0.628 | 0.999 | 1.000 | -0.181 | 0.928 | 0.628 | 0.882 | 0.786 | -0.159 |
| Nacelle ambient temperature (°C) | -0.177 | -0.097 | -0.100 | 0.101 | 0.131 | -0.172 | -0.181 | 1.000 | -0.133 | -0.088 | -0.186 | -0.110 | 0.146 |
| Front bearing temperature (°C) | 0.929 | 0.023 | 0.018 | -0.367 | 0.759 | 0.928 | 0.928 | -0.133 | 1.000 | 0.563 | 0.823 | 0.705 | -0.146 |
| Tower Acceleration X (mm/ss) | 0.605 | 0.083 | 0.080 | -0.175 | 0.439 | 0.629 | 0.628 | -0.088 | 0.563 | 1.000 | 0.481 | 0.830 | -0.142 |
| Wind speed (m/s) | 0.903 | 0.032 | 0.031 | -0.170 | 0.521 | 0.882 | 0.882 | -0.186 | 0.823 | 0.481 | 1.000 | 0.756 | -0.077 |
| Tower Acceleration y (mm/ss) | 0.779 | 0.076 | 0.070 | -0.084 | 0.441 | 0.786 | 0.786 | -0.110 | 0.705 | 0.830 | 0.756 | 1.000 | -0.127 |
| Metal particle count counter | -0.160 | 0.038 | 0.037 | -0.008 | -0.028 | -0.157 | -0.159 | 0.146 | -0.146 | -0.142 | -0.077 | -0.127 | 1.000 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2020-01-01 00:00:00 | 231.945189 | 112.719236 | 102.192154 | 0.298498 | 65.767500 | 9.799297 | 1164.453054 | 6.310000 | 66.332500 | 127.174559 | 4.772166 | 33.336402 | 401.0 |
| 1 | 2020-01-01 00:10:00 | 140.533767 | 111.551353 | 102.192154 | 0.672666 | 64.502500 | 9.559059 | 1136.805473 | 6.387500 | 64.145000 | 84.768815 | 4.159083 | 38.985235 | 401.0 |
| 2 | 2020-01-01 00:20:00 | 107.840487 | 114.731451 | 102.192154 | 1.014667 | 63.647500 | 9.563888 | 1136.942219 | 6.160000 | 62.370000 | 87.932593 | 3.917919 | 36.168087 | 401.0 |
| 3 | 2020-01-01 00:30:00 | 98.657917 | 105.735526 | 102.192154 | 1.020833 | 63.297500 | 9.370667 | 1114.156105 | 5.940000 | 61.664999 | 99.911979 | 3.705453 | 31.876746 | 401.0 |
| 4 | 2020-01-01 00:40:00 | 84.125479 | 118.384276 | 102.192154 | 1.059334 | 62.777501 | 9.318044 | 1108.610023 | 5.940000 | 60.852500 | 82.458982 | 3.613699 | 36.153631 | 401.0 |
| 5 | 2020-01-01 00:50:00 | 228.341178 | 136.564793 | 115.340873 | 0.414996 | 63.761111 | 9.872079 | 1173.906797 | 6.272222 | 61.969444 | 95.573381 | 4.474244 | 27.316749 | 401.0 |
| 6 | 2020-01-01 01:00:00 | 469.897940 | 139.840190 | 140.606735 | 0.000000 | 67.512501 | 11.257912 | 1337.308594 | 6.367500 | 67.775000 | 76.982902 | 6.028439 | 28.625906 | 401.0 |
| 7 | 2020-01-01 01:10:00 | 311.834909 | 140.347064 | 140.606735 | 0.024833 | 67.197499 | 10.067193 | 1195.745596 | 6.380000 | 68.430000 | 82.008955 | 5.158748 | 36.557546 | 401.0 |
| 8 | 2020-01-01 01:20:00 | 255.473336 | 140.833146 | 140.606735 | 0.048666 | 66.327501 | 9.747892 | 1158.760546 | 6.350000 | 67.177501 | 105.279358 | 4.602801 | 42.721662 | 401.0 |
| 9 | 2020-01-01 01:30:00 | 319.056814 | 140.966290 | 140.606735 | 0.000000 | 67.025001 | 10.106665 | 1201.686550 | 6.352500 | 67.869999 | 66.926612 | 5.334888 | 33.061149 | 401.0 |
| # Date and time | Power (kW) | Wind direction (°) | Nacelle position (°) | blade_angle | Rear bearing temperature (°C) | Rotor speed (RPM) | Generator RPM (RPM) | Nacelle ambient temperature (°C) | Front bearing temperature (°C) | Tower Acceleration X (mm/ss) | Wind speed (m/s) | Tower Acceleration y (mm/ss) | Metal particle count counter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 52694 | 2020-12-31 22:20:00 | 369.463979 | 313.921116 | 321.703094 | 0.0 | 64.965001 | 10.472384 | 1245.115751 | 1.3550 | 65.985000 | 28.985813 | 6.006702 | 11.567844 | 427.0 |
| 52695 | 2020-12-31 22:30:00 | 361.732513 | 311.734085 | 321.703094 | 0.0 | 65.182500 | 10.394855 | 1235.257158 | 1.3750 | 66.635001 | 30.915364 | 5.905555 | 11.202269 | 427.0 |
| 52696 | 2020-12-31 22:40:00 | 251.036552 | 302.945341 | 309.712608 | 0.0 | 63.912501 | 9.472584 | 1125.595648 | 1.3850 | 65.122500 | 23.844095 | 5.109354 | 14.298858 | 427.0 |
| 52697 | 2020-12-31 22:50:00 | 222.886928 | 299.404388 | 292.068848 | 0.0 | 63.027501 | 9.154099 | 1089.013103 | 1.5775 | 63.650001 | 18.333942 | 5.089417 | 8.572872 | 427.0 |
| 52698 | 2020-12-31 23:00:00 | 234.225565 | 302.304094 | 292.068848 | 0.0 | 63.825001 | 9.216722 | 1095.543108 | 1.6050 | 64.380000 | 13.293330 | 5.134821 | 10.972044 | 427.0 |
| 52699 | 2020-12-31 23:10:00 | 197.851878 | 301.953930 | 292.068848 | 0.0 | 63.255001 | 9.025035 | 1073.943581 | 1.6125 | 63.870001 | 12.975861 | 4.676179 | 6.896102 | 427.0 |
| 52700 | 2020-12-31 23:20:00 | 169.289626 | 302.223245 | 292.068848 | 0.0 | 62.350000 | 8.993133 | 1070.612932 | 1.6925 | 62.407501 | 16.108926 | 4.597084 | 7.938308 | 427.0 |
| 52701 | 2020-12-31 23:30:00 | 185.616846 | 297.672479 | 292.068848 | 0.0 | 62.267500 | 8.994288 | 1070.468651 | 1.7000 | 62.110000 | 13.603943 | 4.731310 | 8.319322 | 427.0 |
| 52702 | 2020-12-31 23:40:00 | 174.596239 | 293.269840 | 292.068848 | 0.0 | 62.155000 | 8.989896 | 1070.277706 | 1.7600 | 61.855000 | 11.258265 | 4.564136 | 6.720812 | 427.0 |
| 52703 | 2020-12-31 23:50:00 | 276.021474 | 303.753617 | 292.068848 | 0.0 | 63.052500 | 9.748651 | 1158.803907 | 1.6300 | 62.867499 | 15.483535 | 5.207883 | 9.896075 | 427.0 |